{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of PDX Tumor Samples (Huang 2017)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Supporting packages for analysis\n", "import numpy as np\n", "import pandas as pd\n", "\n", "#KSTAR imports\n", "from kstar import config, helpers, calculate\n", "from kstar.plot import DotPlot\n", "\n", "\n", "#Set matplotlib defaults for arial 12 point font\n", "from matplotlib import rcParams\n", "rcParams['font.family'] = 'sans-serif'\n", "rcParams['font.sans-serif'] = ['Arial']\n", "rcParams['font.size'] = 12\n", "import matplotlib.pyplot as plt\n", "\n", "#where supplementary data was downloaded to (From https://figshare.com/articles/dataset/KSTAR_Supplementary_Data/14919726)\n", "SUPPLEMENTS_DIR = './'\n", "\n", "#Directory where KSTAR Supplemental data was set \n", "odir = SUPPLEMENTS_DIR+'Supplements/SupplementaryData/BreastCancer/PDX_Huang2017/'\n", "\n", "#load the Mann Whitney activities and FPR for Tyrosine predictions, \n", "#it will be faster and less data than loading all KSTAR outputs\n", "activities = pd.read_csv(odir+'/RESULTS/PDX_Y_mann_whitney_activities.tsv', sep='\\t', index_col=0)\n", "fpr = pd.read_csv(odir+'/RESULTS/PDX_Y_mann_whitney_fpr.tsv', sep='\\t', index_col=0)\n", "\n", "\n", "#Get information about the samples, such as HER2 status\n", "s1 = pd.read_csv(odir+'Supplementary_Data_1_dataCols.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot all samples and all kinases, with HER2 status context" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Set the column labels to just have the WHIM labels so it is easier to read (make an x_label_dict)\n", "x_label_dict = {}\n", "for label in activities.columns:\n", " l = label.strip('data:')\n", " l_arr = l.split('.')\n", " if l_arr[0] == 'WHIM13': #there are two WHIM13 samples and they have different results\n", " x_label_dict[label] = l_arr[0]+'_0'+l_arr[1][-1] #add last one digits\n", " else:\n", " x_label_dict[label] = l_arr[0]\n", " \n", "#set preferred kinase names (make a kinase_dict)\n", "kinase_dict = {}\n", "for kinase in activities.index:\n", " kinase_dict[kinase] = conf.KINASE_MAP.loc[kinase,'Preferred Name']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [], "source": [ "alpha = 0.05\n", "results = activities\n", "results = -np.log10(results)\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Setup a figure with a context strip at the top for HER2 status and activity dots on the below axis\n", "fig, axes = plt.subplots(figsize = (9, 12), \n", " nrows = 3, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[.1,0.05, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " alpha=alpha,\n", " figsize = (9,12), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)', \n", " x_label_dict=x_label_dict,\n", " kinase_dict = kinase_dict)\n", "\n", "#Cluster changes the sorting of the values array, so be sure to plot context last so that it is in the same sort.\n", "dots.cluster(orientation = 'left', ax = axes[2,0], method='ward')\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "dots.context(ax=axes[1,1],info = s1, id_column = 'Sample', context_columns = ['Human Tumor Her2'], orientation = 'top', dotsize =200, markersize= 10 )\n", "\n", "dots.dotplot(ax = axes[2,1])\n", "plt.xticks(rotation = 80, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'PDX_all.pdf', bbox_inches='tight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot all samples and all significant kinases, with HER2 status context" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Setup a figure with a context strip at the top for HER2 status and activity dots on the below axis\n", "fig, axes = plt.subplots(figsize = (9, 12), \n", " nrows = 3, ncols = 2, \n", " sharex = 'col', \n", " sharey = 'row',\n", " gridspec_kw = {\n", " 'height_ratios':[.1,0.05, 1], \n", " 'width_ratios':[0.1,1]\n", " },)\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr, \n", " alpha=alpha,\n", " figsize = (9,12), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)', \n", " x_label_dict=x_label_dict,\n", " kinase_dict = kinase_dict)\n", "\n", "dots.drop_kinases_with_no_significance()\n", "\n", "#Cluster changes the sorting of the values array, so be sure to plot context last so that it is in the same sort.\n", "dots.cluster(orientation = 'left', ax = axes[2,0], method='ward')\n", "dots.cluster(orientation = 'top', ax = axes[0,1], method='ward')\n", "dots.context(ax=axes[1,1],info = s1, id_column = 'Sample', context_columns = ['Human Tumor Her2'], orientation = 'top', dotsize =200, markersize= 10 )\n", "\n", "dots.dotplot(ax = axes[2,1])\n", "plt.xticks(rotation = 80, FontSize=12)\n", "plt.yticks(FontSize=12)\n", "plt.savefig(odir+'PDX_nonSignificantDropped.pdf', bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot ERBB receptors just for the WHIM lines treated\n", "#from lapatinib treatment\n", "\n", "alpha = 0.05\n", "\n", "#additional lines\n", "toKeep = {'data:WHIM35.PDXBC08':'WHIM35', 'data:WHIM8.PDXBC01':'WHIM8', \n", " 'data:WHIM14.PDXBC02':'WHIM14', 'data:WHIM6.PDXBC03':'WHIM6'} \n", "results = activities\n", "\n", "results = results[toKeep.keys()]\n", "fpr = fpr[toKeep.keys()]\n", "results = -np.log10(results)\n", "\n", "kinases = list(results.index)\n", "kinases.remove('EGFR')\n", "kinases.remove('ERBB2')\n", "\n", "fig, axes = plt.subplots(figsize = (3,1))\n", "fig.subplots_adjust(wspace=0, hspace=0)\n", "\n", "dots = DotPlot(results, \n", " fpr,\n", " alpha=alpha,\n", " figsize = (3,1), \n", " dotsize = 5, \n", " legend_title='-log10(p-value)',\n", " x_label_dict=toKeep)\n", "dots.drop_kinases(kinases)\n", "\n", "dots.dotplot(axes, max_size=32)\n", "plt.xticks(rotation = 45, FontSize=12)\n", "plt.savefig(odir+'PDX_WHIM_lapatinibOnly.pdf', bbox_inches='tight')\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }